Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 500 |
| Missing cells | 70 |
| Missing cells (%) | 0.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 74.3 KiB |
| Average record size in memory | 152.3 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 8 |
| Categorical | 10 |
Income has 39 (7.8%) missing values | Missing |
Loan_Balance has 29 (5.8%) missing values | Missing |
Customer_ID has unique values | Unique |
Missed_Payments has 77 (15.4%) zeros | Zeros |
Account_Tenure has 28 (5.6%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-16 10:23:57.014296 |
|---|---|
| Analysis finished | 2025-09-16 10:24:10.641599 |
| Duration | 13.63 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Customer_ID
Text
Unique
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CUST0001 |
|---|---|
| 2nd row | CUST0002 |
| 3rd row | CUST0003 |
| 4th row | CUST0004 |
| 5th row | CUST0005 |
| Value | Count | Frequency (%) |
| cust0001 | 1 | 0.2% |
| cust0016 | 1 | 0.2% |
| cust0003 | 1 | 0.2% |
| cust0004 | 1 | 0.2% |
| cust0005 | 1 | 0.2% |
| cust0006 | 1 | 0.2% |
| cust0007 | 1 | 0.2% |
| cust0008 | 1 | 0.2% |
| cust0009 | 1 | 0.2% |
| cust0010 | 1 | 0.2% |
| Other values (490) | 490 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 699 | |
| C | 500 | |
| U | 500 | |
| S | 500 | |
| T | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 699 | |
| C | 500 | |
| U | 500 | |
| S | 500 | |
| T | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 699 | |
| C | 500 | |
| U | 500 | |
| S | 500 | |
| T | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 699 | |
| C | 500 | |
| U | 500 | |
| S | 500 | |
| T | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Age
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.266 |
| Minimum | 18 |
|---|---|
| Maximum | 74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 33 |
| median | 46.5 |
| Q3 | 59.25 |
| 95-th percentile | 71 |
| Maximum | 74 |
| Range | 56 |
| Interquartile range (IQR) | 26.25 |
Descriptive statistics
| Standard deviation | 16.187629 |
|---|---|
| Coefficient of variation (CV) | 0.34988174 |
| Kurtosis | -1.1017878 |
| Mean | 46.266 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | -0.077671867 |
| Sum | 23133 |
| Variance | 262.03932 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50 | 18 | 3.6% |
| 41 | 15 | 3.0% |
| 52 | 15 | 3.0% |
| 19 | 14 | 2.8% |
| 49 | 13 | 2.6% |
| 69 | 12 | 2.4% |
| 45 | 12 | 2.4% |
| 66 | 12 | 2.4% |
| 61 | 12 | 2.4% |
| 56 | 12 | 2.4% |
| Other values (47) | 365 |
| Value | Count | Frequency (%) |
| 18 | 9 | |
| 19 | 14 | |
| 20 | 11 | |
| 21 | 7 | |
| 22 | 5 | 1.0% |
| 23 | 8 | |
| 24 | 9 | |
| 25 | 12 | |
| 26 | 9 | |
| 27 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 74 | 8 | |
| 73 | 4 | 0.8% |
| 72 | 9 | |
| 71 | 10 | |
| 70 | 8 | |
| 69 | 12 | |
| 68 | 10 | |
| 67 | 5 | |
| 66 | 12 | |
| 65 | 11 |
Income
Real number (ℝ)
Missing
| Distinct | 271 |
|---|---|
| Distinct (%) | 58.8% |
| Missing | 39 |
| Missing (%) | 7.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108379.89 |
| Minimum | 15404 |
|---|---|
| Maximum | 199943 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 15404 |
|---|---|
| 5-th percentile | 26174 |
| Q1 | 62295 |
| median | 107658 |
| Q3 | 155734 |
| 95-th percentile | 191615 |
| Maximum | 199943 |
| Range | 184539 |
| Interquartile range (IQR) | 93439 |
Descriptive statistics
| Standard deviation | 53662.724 |
|---|---|
| Coefficient of variation (CV) | 0.49513542 |
| Kurtosis | -1.2030848 |
| Mean | 108379.89 |
| Median Absolute Deviation (MAD) | 46829 |
| Skewness | 0.046086509 |
| Sum | 49963131 |
| Variance | 2.8796879 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90353 | 6 | 1.2% |
| 42350 | 5 | 1.0% |
| 116570 | 5 | 1.0% |
| 70479 | 4 | 0.8% |
| 38049 | 4 | 0.8% |
| 81234 | 4 | 0.8% |
| 115235 | 4 | 0.8% |
| 53513 | 4 | 0.8% |
| 165580 | 4 | 0.8% |
| 149415 | 4 | 0.8% |
| Other values (261) | 417 | |
| (Missing) | 39 | 7.8% |
| Value | Count | Frequency (%) |
| 15404 | 2 | |
| 16015 | 1 | 0.2% |
| 16062 | 3 | |
| 16252 | 1 | 0.2% |
| 18267 | 1 | 0.2% |
| 18709 | 2 | |
| 19748 | 1 | 0.2% |
| 19835 | 3 | |
| 20569 | 2 | |
| 21801 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 199943 | 1 | 0.2% |
| 199402 | 3 | |
| 199294 | 1 | 0.2% |
| 198401 | 3 | |
| 198062 | 2 | |
| 196415 | 2 | |
| 194819 | 1 | 0.2% |
| 194208 | 1 | 0.2% |
| 193998 | 2 | |
| 193677 | 2 |
Credit_Score
Real number (ℝ)
| Distinct | 234 |
|---|---|
| Distinct (%) | 47.0% |
| Missing | 2 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 577.71687 |
| Minimum | 301 |
|---|---|
| Maximum | 847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 301 |
|---|---|
| 5-th percentile | 320.85 |
| Q1 | 418.25 |
| median | 586 |
| Q3 | 727.25 |
| 95-th percentile | 824.15 |
| Maximum | 847 |
| Range | 546 |
| Interquartile range (IQR) | 309 |
Descriptive statistics
| Standard deviation | 168.88121 |
|---|---|
| Coefficient of variation (CV) | 0.29232522 |
| Kurtosis | -1.3098219 |
| Mean | 577.71687 |
| Median Absolute Deviation (MAD) | 154.5 |
| Skewness | -0.034055608 |
| Sum | 287703 |
| Variance | 28520.863 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 823 | 10 | 2.0% |
| 339 | 7 | 1.4% |
| 820 | 7 | 1.4% |
| 700 | 7 | 1.4% |
| 383 | 6 | 1.2% |
| 401 | 6 | 1.2% |
| 316 | 6 | 1.2% |
| 766 | 6 | 1.2% |
| 617 | 6 | 1.2% |
| 622 | 5 | 1.0% |
| Other values (224) | 432 |
| Value | Count | Frequency (%) |
| 301 | 1 | 0.2% |
| 302 | 1 | 0.2% |
| 306 | 3 | |
| 307 | 2 | 0.4% |
| 308 | 1 | 0.2% |
| 310 | 4 | |
| 311 | 1 | 0.2% |
| 315 | 1 | 0.2% |
| 316 | 6 | |
| 319 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 847 | 4 | |
| 845 | 1 | 0.2% |
| 843 | 1 | 0.2% |
| 837 | 1 | 0.2% |
| 836 | 5 | |
| 835 | 3 | |
| 834 | 2 | 0.4% |
| 831 | 1 | 0.2% |
| 826 | 4 | |
| 825 | 3 |
Credit_Utilization
Real number (ℝ)
| Distinct | 492 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49144591 |
| Minimum | 0.05 |
|---|---|
| Maximum | 1.0258425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.18654522 |
| Q1 | 0.35648605 |
| median | 0.48563558 |
| Q3 | 0.63444035 |
| 95-th percentile | 0.82812155 |
| Maximum | 1.0258425 |
| Range | 0.97584253 |
| Interquartile range (IQR) | 0.2779543 |
Descriptive statistics
| Standard deviation | 0.19710258 |
|---|---|
| Coefficient of variation (CV) | 0.40106669 |
| Kurtosis | -0.22059895 |
| Mean | 0.49144591 |
| Median Absolute Deviation (MAD) | 0.13641081 |
| Skewness | 0.11986474 |
| Sum | 245.72295 |
| Variance | 0.038849427 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.05 | 9 | 1.8% |
| 0.390501929 | 1 | 0.2% |
| 0.519981109 | 1 | 0.2% |
| 0.452140645 | 1 | 0.2% |
| 0.732044381 | 1 | 0.2% |
| 0.549055568 | 1 | 0.2% |
| 0.486694296 | 1 | 0.2% |
| 0.361467688 | 1 | 0.2% |
| 0.677266039 | 1 | 0.2% |
| 0.496336628 | 1 | 0.2% |
| Other values (482) | 482 |
| Value | Count | Frequency (%) |
| 0.05 | 9 | |
| 0.059192485 | 1 | 0.2% |
| 0.065235749 | 1 | 0.2% |
| 0.066870954 | 1 | 0.2% |
| 0.073373393 | 1 | 0.2% |
| 0.10517251 | 1 | 0.2% |
| 0.109776305 | 1 | 0.2% |
| 0.12635992 | 1 | 0.2% |
| 0.135619053 | 1 | 0.2% |
| 0.144273833 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 1.025842526 | 1 | |
| 1.025017268 | 1 | |
| 1.008733579 | 1 | |
| 1.002481515 | 1 | |
| 0.972726689 | 1 | |
| 0.971116052 | 1 | |
| 0.954173056 | 1 | |
| 0.943684285 | 1 | |
| 0.934747675 | 1 | |
| 0.915989185 | 1 |
Missed_Payments
Real number (ℝ)
Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.968 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 77 |
| Zeros (%) | 15.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.9469353 |
|---|---|
| Coefficient of variation (CV) | 0.65597551 |
| Kurtosis | -1.145875 |
| Mean | 2.968 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.036642686 |
| Sum | 1484 |
| Variance | 3.7905571 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 4 | 83 | |
| 2 | 79 | |
| 3 | 78 | |
| 0 | 77 | |
| 5 | 68 | |
| 6 | 61 | |
| 1 | 54 |
| Value | Count | Frequency (%) |
| 0 | 77 | |
| 1 | 54 | |
| 2 | 79 | |
| 3 | 78 | |
| 4 | 83 | |
| 5 | 68 | |
| 6 | 61 |
| Value | Count | Frequency (%) |
| 6 | 61 | |
| 5 | 68 | |
| 4 | 83 | |
| 3 | 78 | |
| 2 | 79 | |
| 1 | 54 | |
| 0 | 77 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 80 | 16.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 80 | 16.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 80 | 16.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 80 | 16.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 80 | 16.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 420 | |
| 1 | 80 | 16.0% |
Loan_Balance
Real number (ℝ)
Missing
| Distinct | 300 |
|---|---|
| Distinct (%) | 63.7% |
| Missing | 29 |
| Missing (%) | 5.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48654.429 |
| Minimum | 612 |
|---|---|
| Maximum | 99620 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 612 |
|---|---|
| 5-th percentile | 4627.5 |
| Q1 | 23716.5 |
| median | 45776 |
| Q3 | 75546.5 |
| 95-th percentile | 95267 |
| Maximum | 99620 |
| Range | 99008 |
| Interquartile range (IQR) | 51830 |
Descriptive statistics
| Standard deviation | 29395.537 |
|---|---|
| Coefficient of variation (CV) | 0.60416981 |
| Kurtosis | -1.239953 |
| Mean | 48654.429 |
| Median Absolute Deviation (MAD) | 25812 |
| Skewness | 0.10519664 |
| Sum | 22916236 |
| Variance | 8.6409761 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 82909 | 6 | 1.2% |
| 10778 | 5 | 1.0% |
| 13355 | 4 | 0.8% |
| 62010 | 4 | 0.8% |
| 62253 | 4 | 0.8% |
| 99005 | 4 | 0.8% |
| 11061 | 4 | 0.8% |
| 13761 | 4 | 0.8% |
| 98999 | 4 | 0.8% |
| 17401 | 3 | 0.6% |
| Other values (290) | 429 | |
| (Missing) | 29 | 5.8% |
| Value | Count | Frequency (%) |
| 612 | 1 | 0.2% |
| 692 | 1 | 0.2% |
| 1217 | 2 | |
| 1514 | 1 | 0.2% |
| 1806 | 1 | 0.2% |
| 2200 | 3 | |
| 2420 | 1 | 0.2% |
| 2593 | 1 | 0.2% |
| 2687 | 2 | |
| 2882 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 99620 | 1 | 0.2% |
| 99005 | 4 | |
| 98999 | 4 | |
| 98062 | 1 | 0.2% |
| 96507 | 2 | |
| 96485 | 1 | 0.2% |
| 96167 | 1 | 0.2% |
| 96056 | 1 | 0.2% |
| 95930 | 1 | 0.2% |
| 95376 | 2 |
Debt_to_Income_Ratio
Real number (ℝ)
| Distinct | 487 |
|---|---|
| Distinct (%) | 97.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29886164 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.55295645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.13941934 |
| Q1 | 0.23363875 |
| median | 0.30163394 |
| Q3 | 0.36273739 |
| 95-th percentile | 0.45653279 |
| Maximum | 0.55295645 |
| Range | 0.45295645 |
| Interquartile range (IQR) | 0.12909864 |
Descriptive statistics
| Standard deviation | 0.09452091 |
|---|---|
| Coefficient of variation (CV) | 0.31626979 |
| Kurtosis | -0.33460702 |
| Mean | 0.29886164 |
| Median Absolute Deviation (MAD) | 0.065319479 |
| Skewness | 0.057659352 |
| Sum | 149.43082 |
| Variance | 0.0089342023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1 | 14 | 2.8% |
| 0.317396115 | 1 | 0.2% |
| 0.249608053 | 1 | 0.2% |
| 0.278357197 | 1 | 0.2% |
| 0.262904198 | 1 | 0.2% |
| 0.193255565 | 1 | 0.2% |
| 0.230000821 | 1 | 0.2% |
| 0.269109247 | 1 | 0.2% |
| 0.183806751 | 1 | 0.2% |
| 0.189474358 | 1 | 0.2% |
| Other values (477) | 477 |
| Value | Count | Frequency (%) |
| 0.1 | 14 | |
| 0.100372374 | 1 | 0.2% |
| 0.104839281 | 1 | 0.2% |
| 0.11476729 | 1 | 0.2% |
| 0.123863322 | 1 | 0.2% |
| 0.126318359 | 1 | 0.2% |
| 0.127802704 | 1 | 0.2% |
| 0.131529931 | 1 | 0.2% |
| 0.13265152 | 1 | 0.2% |
| 0.133071065 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.552956451 | 1 | |
| 0.549681784 | 1 | |
| 0.529397728 | 1 | |
| 0.526571269 | 1 | |
| 0.522601889 | 1 | |
| 0.510583483 | 1 | |
| 0.508126963 | 1 | |
| 0.494266812 | 1 | |
| 0.489641241 | 1 | |
| 0.48873359 | 1 |
Employment_Status
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Unemployed | |
|---|---|
| retired | |
| Employed | |
| EMP | |
| Self-employed |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.188 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EMP |
|---|---|
| 2nd row | Self-employed |
| 3rd row | Self-employed |
| 4th row | Unemployed |
| 5th row | Self-employed |
Common Values
| Value | Count | Frequency (%) |
| Unemployed | 93 | |
| retired | 87 | |
| Employed | 82 | |
| EMP | 81 | |
| Self-employed | 80 | |
| employed | 77 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| employed | 159 | |
| unemployed | 93 | |
| retired | 87 | |
| emp | 81 | |
| self-employed | 80 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 836 | |
| d | 419 | |
| l | 412 | |
| m | 332 | 8.1% |
| p | 332 | 8.1% |
| o | 332 | 8.1% |
| y | 332 | 8.1% |
| r | 174 | 4.3% |
| E | 163 | 4.0% |
| U | 93 | 2.3% |
| Other values (8) | 669 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4094 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 836 | |
| d | 419 | |
| l | 412 | |
| m | 332 | 8.1% |
| p | 332 | 8.1% |
| o | 332 | 8.1% |
| y | 332 | 8.1% |
| r | 174 | 4.3% |
| E | 163 | 4.0% |
| U | 93 | 2.3% |
| Other values (8) | 669 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4094 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 836 | |
| d | 419 | |
| l | 412 | |
| m | 332 | 8.1% |
| p | 332 | 8.1% |
| o | 332 | 8.1% |
| y | 332 | 8.1% |
| r | 174 | 4.3% |
| E | 163 | 4.0% |
| U | 93 | 2.3% |
| Other values (8) | 669 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4094 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 836 | |
| d | 419 | |
| l | 412 | |
| m | 332 | 8.1% |
| p | 332 | 8.1% |
| o | 332 | 8.1% |
| y | 332 | 8.1% |
| r | 174 | 4.3% |
| E | 163 | 4.0% |
| U | 93 | 2.3% |
| Other values (8) | 669 |
Account_Tenure
Real number (ℝ)
Zeros
| Distinct | 20 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.74 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 28 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 18 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.9230537 |
|---|---|
| Coefficient of variation (CV) | 0.6081164 |
| Kurtosis | -1.2864266 |
| Mean | 9.74 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.085425724 |
| Sum | 4870 |
| Variance | 35.082565 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 17 | 34 | 6.8% |
| 16 | 32 | 6.4% |
| 14 | 29 | 5.8% |
| 0 | 28 | 5.6% |
| 6 | 28 | 5.6% |
| 1 | 27 | 5.4% |
| 15 | 27 | 5.4% |
| 8 | 27 | 5.4% |
| 9 | 26 | 5.2% |
| 18 | 25 | 5.0% |
| Other values (10) | 217 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 27 | |
| 2 | 22 | |
| 3 | 24 | |
| 4 | 22 | |
| 5 | 24 | |
| 6 | 28 | |
| 7 | 18 | |
| 8 | 27 | |
| 9 | 26 |
| Value | Count | Frequency (%) |
| 19 | 24 | |
| 18 | 25 | |
| 17 | 34 | |
| 16 | 32 | |
| 15 | 27 | |
| 14 | 29 | |
| 13 | 24 | |
| 12 | 25 | |
| 11 | 16 | |
| 10 | 18 |
Credit_Card_Type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Gold | |
|---|---|
| Student | |
| Business | |
| Standard | |
| Platinum |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.832 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Student |
|---|---|
| 2nd row | Standard |
| 3rd row | Platinum |
| 4th row | Platinum |
| 5th row | Standard |
Common Values
| Value | Count | Frequency (%) |
| Gold | 118 | |
| Student | 112 | |
| Business | 108 | |
| Standard | 86 | |
| Platinum | 76 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gold | 118 | |
| student | 112 | |
| business | 108 | |
| standard | 86 | |
| platinum | 76 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 402 | |
| t | 386 | |
| n | 382 | |
| s | 324 | |
| u | 296 | |
| a | 248 | |
| e | 220 | 6.4% |
| S | 198 | 5.8% |
| l | 194 | 5.7% |
| i | 184 | 5.4% |
| Other values (6) | 582 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3416 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 402 | |
| t | 386 | |
| n | 382 | |
| s | 324 | |
| u | 296 | |
| a | 248 | |
| e | 220 | 6.4% |
| S | 198 | 5.8% |
| l | 194 | 5.7% |
| i | 184 | 5.4% |
| Other values (6) | 582 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3416 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 402 | |
| t | 386 | |
| n | 382 | |
| s | 324 | |
| u | 296 | |
| a | 248 | |
| e | 220 | 6.4% |
| S | 198 | 5.8% |
| l | 194 | 5.7% |
| i | 184 | 5.4% |
| Other values (6) | 582 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3416 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 402 | |
| t | 386 | |
| n | 382 | |
| s | 324 | |
| u | 296 | |
| a | 248 | |
| e | 220 | 6.4% |
| S | 198 | 5.8% |
| l | 194 | 5.7% |
| i | 184 | 5.4% |
| Other values (6) | 582 |
Location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Los Angeles | |
|---|---|
| Phoenix | |
| Chicago | |
| Houston | |
| New York |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 8.04 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Los Angeles |
|---|---|
| 2nd row | Phoenix |
| 3rd row | Chicago |
| 4th row | Phoenix |
| 5th row | Phoenix |
Common Values
| Value | Count | Frequency (%) |
| Los Angeles | 107 | |
| Phoenix | 103 | |
| Chicago | 103 | |
| Houston | 95 | |
| New York | 92 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| los | 107 | |
| angeles | 107 | |
| phoenix | 103 | |
| chicago | 103 | |
| houston | 95 | |
| new | 92 | |
| york | 92 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 595 | |
| e | 409 | 10.2% |
| s | 309 | 7.7% |
| n | 305 | 7.6% |
| g | 210 | 5.2% |
| h | 206 | 5.1% |
| i | 206 | 5.1% |
| 199 | 5.0% | |
| L | 107 | 2.7% |
| A | 107 | 2.7% |
| Other values (14) | 1367 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4020 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 595 | |
| e | 409 | 10.2% |
| s | 309 | 7.7% |
| n | 305 | 7.6% |
| g | 210 | 5.2% |
| h | 206 | 5.1% |
| i | 206 | 5.1% |
| 199 | 5.0% | |
| L | 107 | 2.7% |
| A | 107 | 2.7% |
| Other values (14) | 1367 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4020 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 595 | |
| e | 409 | 10.2% |
| s | 309 | 7.7% |
| n | 305 | 7.6% |
| g | 210 | 5.2% |
| h | 206 | 5.1% |
| i | 206 | 5.1% |
| 199 | 5.0% | |
| L | 107 | 2.7% |
| A | 107 | 2.7% |
| Other values (14) | 1367 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4020 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 595 | |
| e | 409 | 10.2% |
| s | 309 | 7.7% |
| n | 305 | 7.6% |
| g | 210 | 5.2% |
| h | 206 | 5.1% |
| i | 206 | 5.1% |
| 199 | 5.0% | |
| L | 107 | 2.7% |
| A | 107 | 2.7% |
| Other values (14) | 1367 |
Month_1
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| On-time | |
|---|---|
| Missed | |
| Late |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.718 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Late |
|---|---|
| 2nd row | Missed |
| 3rd row | Missed |
| 4th row | Late |
| 5th row | Missed |
Common Values
| Value | Count | Frequency (%) |
| On-time | 177 | |
| Missed | 164 | |
| Late | 159 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| on-time | 177 | |
| missed | 164 | |
| late | 159 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 500 | |
| i | 341 | |
| t | 336 | |
| s | 328 | |
| O | 177 | 6.2% |
| n | 177 | 6.2% |
| - | 177 | 6.2% |
| m | 177 | 6.2% |
| M | 164 | 5.7% |
| d | 164 | 5.7% |
| Other values (2) | 318 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2859 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| i | 341 | |
| t | 336 | |
| s | 328 | |
| O | 177 | 6.2% |
| n | 177 | 6.2% |
| - | 177 | 6.2% |
| m | 177 | 6.2% |
| M | 164 | 5.7% |
| d | 164 | 5.7% |
| Other values (2) | 318 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2859 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| i | 341 | |
| t | 336 | |
| s | 328 | |
| O | 177 | 6.2% |
| n | 177 | 6.2% |
| - | 177 | 6.2% |
| m | 177 | 6.2% |
| M | 164 | 5.7% |
| d | 164 | 5.7% |
| Other values (2) | 318 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2859 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| i | 341 | |
| t | 336 | |
| s | 328 | |
| O | 177 | 6.2% |
| n | 177 | 6.2% |
| - | 177 | 6.2% |
| m | 177 | 6.2% |
| M | 164 | 5.7% |
| d | 164 | 5.7% |
| Other values (2) | 318 |
Month_2
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Late | |
|---|---|
| Missed | |
| On-time |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.628 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Late |
|---|---|
| 2nd row | Missed |
| 3rd row | Late |
| 4th row | Missed |
| 5th row | On-time |
Common Values
| Value | Count | Frequency (%) |
| Late | 173 | |
| Missed | 167 | |
| On-time | 160 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| late | 173 | |
| missed | 167 | |
| on-time | 160 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 334 | |
| t | 333 | |
| i | 327 | |
| L | 173 | 6.1% |
| a | 173 | 6.1% |
| M | 167 | 5.9% |
| d | 167 | 5.9% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2814 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 334 | |
| t | 333 | |
| i | 327 | |
| L | 173 | 6.1% |
| a | 173 | 6.1% |
| M | 167 | 5.9% |
| d | 167 | 5.9% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2814 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 334 | |
| t | 333 | |
| i | 327 | |
| L | 173 | 6.1% |
| a | 173 | 6.1% |
| M | 167 | 5.9% |
| d | 167 | 5.9% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2814 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 334 | |
| t | 333 | |
| i | 327 | |
| L | 173 | 6.1% |
| a | 173 | 6.1% |
| M | 167 | 5.9% |
| d | 167 | 5.9% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Month_3
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Late | |
|---|---|
| On-time | |
| Missed |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.662 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Missed |
|---|---|
| 2nd row | Late |
| 3rd row | Late |
| 4th row | Late |
| 5th row | Missed |
Common Values
| Value | Count | Frequency (%) |
| Late | 169 | |
| On-time | 169 | |
| Missed | 162 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| late | 169 | |
| on-time | 169 | |
| missed | 162 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 338 | |
| i | 331 | |
| s | 324 | |
| L | 169 | 6.0% |
| a | 169 | 6.0% |
| O | 169 | 6.0% |
| n | 169 | 6.0% |
| - | 169 | 6.0% |
| m | 169 | 6.0% |
| Other values (2) | 324 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2831 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 338 | |
| i | 331 | |
| s | 324 | |
| L | 169 | 6.0% |
| a | 169 | 6.0% |
| O | 169 | 6.0% |
| n | 169 | 6.0% |
| - | 169 | 6.0% |
| m | 169 | 6.0% |
| Other values (2) | 324 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2831 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 338 | |
| i | 331 | |
| s | 324 | |
| L | 169 | 6.0% |
| a | 169 | 6.0% |
| O | 169 | 6.0% |
| n | 169 | 6.0% |
| - | 169 | 6.0% |
| m | 169 | 6.0% |
| Other values (2) | 324 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2831 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 338 | |
| i | 331 | |
| s | 324 | |
| L | 169 | 6.0% |
| a | 169 | 6.0% |
| O | 169 | 6.0% |
| n | 169 | 6.0% |
| - | 169 | 6.0% |
| m | 169 | 6.0% |
| Other values (2) | 324 |
Month_4
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Late | |
|---|---|
| Missed | |
| On-time |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.594 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Late |
|---|---|
| 2nd row | Missed |
| 3rd row | On-time |
| 4th row | Missed |
| 5th row | Late |
Common Values
| Value | Count | Frequency (%) |
| Late | 181 | |
| Missed | 160 | |
| On-time | 159 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| late | 181 | |
| missed | 160 | |
| on-time | 159 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 340 | |
| s | 320 | |
| i | 319 | |
| L | 181 | 6.5% |
| a | 181 | 6.5% |
| M | 160 | 5.7% |
| d | 160 | 5.7% |
| O | 159 | 5.7% |
| n | 159 | 5.7% |
| Other values (2) | 318 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2797 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 340 | |
| s | 320 | |
| i | 319 | |
| L | 181 | 6.5% |
| a | 181 | 6.5% |
| M | 160 | 5.7% |
| d | 160 | 5.7% |
| O | 159 | 5.7% |
| n | 159 | 5.7% |
| Other values (2) | 318 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2797 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 340 | |
| s | 320 | |
| i | 319 | |
| L | 181 | 6.5% |
| a | 181 | 6.5% |
| M | 160 | 5.7% |
| d | 160 | 5.7% |
| O | 159 | 5.7% |
| n | 159 | 5.7% |
| Other values (2) | 318 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2797 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| t | 340 | |
| s | 320 | |
| i | 319 | |
| L | 181 | 6.5% |
| a | 181 | 6.5% |
| M | 160 | 5.7% |
| d | 160 | 5.7% |
| O | 159 | 5.7% |
| n | 159 | 5.7% |
| Other values (2) | 318 |
Month_5
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Missed | |
|---|---|
| On-time | |
| Late |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.72 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Missed |
|---|---|
| 2nd row | On-time |
| 3rd row | Missed |
| 4th row | Late |
| 5th row | Late |
Common Values
| Value | Count | Frequency (%) |
| Missed | 187 | |
| On-time | 162 | |
| Late | 151 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| missed | 187 | |
| on-time | 162 | |
| late | 151 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 374 | |
| i | 349 | |
| t | 313 | |
| M | 187 | 6.5% |
| d | 187 | 6.5% |
| O | 162 | 5.7% |
| n | 162 | 5.7% |
| - | 162 | 5.7% |
| m | 162 | 5.7% |
| Other values (2) | 302 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2860 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 374 | |
| i | 349 | |
| t | 313 | |
| M | 187 | 6.5% |
| d | 187 | 6.5% |
| O | 162 | 5.7% |
| n | 162 | 5.7% |
| - | 162 | 5.7% |
| m | 162 | 5.7% |
| Other values (2) | 302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2860 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 374 | |
| i | 349 | |
| t | 313 | |
| M | 187 | 6.5% |
| d | 187 | 6.5% |
| O | 162 | 5.7% |
| n | 162 | 5.7% |
| - | 162 | 5.7% |
| m | 162 | 5.7% |
| Other values (2) | 302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2860 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 374 | |
| i | 349 | |
| t | 313 | |
| M | 187 | 6.5% |
| d | 187 | 6.5% |
| O | 162 | 5.7% |
| n | 162 | 5.7% |
| - | 162 | 5.7% |
| m | 162 | 5.7% |
| Other values (2) | 302 |
Month_6
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Late | |
|---|---|
| Missed | |
| On-time |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.632 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Late |
|---|---|
| 2nd row | On-time |
| 3rd row | Late |
| 4th row | Late |
| 5th row | Late |
Common Values
| Value | Count | Frequency (%) |
| Late | 172 | |
| Missed | 168 | |
| On-time | 160 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| late | 172 | |
| missed | 168 | |
| on-time | 160 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 336 | |
| t | 332 | |
| i | 328 | |
| L | 172 | 6.1% |
| a | 172 | 6.1% |
| M | 168 | 6.0% |
| d | 168 | 6.0% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2816 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 336 | |
| t | 332 | |
| i | 328 | |
| L | 172 | 6.1% |
| a | 172 | 6.1% |
| M | 168 | 6.0% |
| d | 168 | 6.0% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2816 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 336 | |
| t | 332 | |
| i | 328 | |
| L | 172 | 6.1% |
| a | 172 | 6.1% |
| M | 168 | 6.0% |
| d | 168 | 6.0% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2816 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 500 | |
| s | 336 | |
| t | 332 | |
| i | 328 | |
| L | 172 | 6.1% |
| a | 172 | 6.1% |
| M | 168 | 6.0% |
| d | 168 | 6.0% |
| O | 160 | 5.7% |
| n | 160 | 5.7% |
| Other values (2) | 320 |
Interactions
Correlations
| Account_Tenure | Age | Credit_Card_Type | Credit_Score | Credit_Utilization | Debt_to_Income_Ratio | Delinquent_Account | Employment_Status | Income | Loan_Balance | Location | Missed_Payments | Month_1 | Month_2 | Month_3 | Month_4 | Month_5 | Month_6 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account_Tenure | 1.000 | 0.014 | 0.000 | -0.032 | 0.068 | 0.023 | 0.088 | 0.000 | -0.000 | 0.056 | 0.000 | -0.098 | 0.045 | 0.000 | 0.082 | 0.000 | 0.034 | 0.017 |
| Age | 0.014 | 1.000 | 0.000 | -0.033 | 0.018 | -0.003 | 0.032 | 0.000 | 0.005 | -0.054 | 0.000 | -0.025 | 0.000 | 0.019 | 0.110 | 0.121 | 0.111 | 0.047 |
| Credit_Card_Type | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.050 | 0.000 | 0.090 | 0.000 | 0.054 | 0.000 |
| Credit_Score | -0.032 | -0.033 | 0.000 | 1.000 | -0.024 | 0.009 | 0.024 | 0.040 | 0.071 | -0.018 | 0.000 | -0.012 | 0.000 | 0.000 | 0.000 | 0.056 | 0.087 | 0.000 |
| Credit_Utilization | 0.068 | 0.018 | 0.000 | -0.024 | 1.000 | -0.063 | 0.000 | 0.000 | 0.054 | -0.065 | 0.056 | 0.022 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Debt_to_Income_Ratio | 0.023 | -0.003 | 0.000 | 0.009 | -0.063 | 1.000 | 0.000 | 0.000 | -0.073 | 0.057 | 0.084 | -0.010 | 0.075 | 0.000 | 0.089 | 0.000 | 0.000 | 0.080 |
| Delinquent_Account | 0.088 | 0.032 | 0.028 | 0.024 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.071 | 0.000 | 0.000 | 0.066 | 0.015 | 0.000 |
| Employment_Status | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.037 | 0.045 | 0.014 | 0.026 | 0.000 |
| Income | -0.000 | 0.005 | 0.000 | 0.071 | 0.054 | -0.073 | 0.000 | 0.000 | 1.000 | -0.047 | 0.000 | -0.005 | 0.080 | 0.104 | 0.000 | 0.064 | 0.000 | 0.000 |
| Loan_Balance | 0.056 | -0.054 | 0.000 | -0.018 | -0.065 | 0.057 | 0.000 | 0.077 | -0.047 | 1.000 | 0.030 | -0.010 | 0.000 | 0.037 | 0.000 | 0.090 | 0.063 | 0.000 |
| Location | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.084 | 0.000 | 0.000 | 0.000 | 0.030 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.100 |
| Missed_Payments | -0.098 | -0.025 | 0.002 | -0.012 | 0.022 | -0.010 | 0.000 | 0.000 | -0.005 | -0.010 | 0.000 | 1.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.088 |
| Month_1 | 0.045 | 0.000 | 0.050 | 0.000 | 0.034 | 0.075 | 0.071 | 0.000 | 0.080 | 0.000 | 0.000 | 0.058 | 1.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 |
| Month_2 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.104 | 0.037 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.051 | 0.026 | 0.064 |
| Month_3 | 0.082 | 0.110 | 0.090 | 0.000 | 0.000 | 0.089 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 |
| Month_4 | 0.000 | 0.121 | 0.000 | 0.056 | 0.000 | 0.000 | 0.066 | 0.014 | 0.064 | 0.090 | 0.051 | 0.000 | 0.000 | 0.051 | 0.000 | 1.000 | 0.000 | 0.000 |
| Month_5 | 0.034 | 0.111 | 0.054 | 0.087 | 0.000 | 0.000 | 0.015 | 0.026 | 0.000 | 0.063 | 0.000 | 0.000 | 0.046 | 0.026 | 0.000 | 0.000 | 1.000 | 0.094 |
| Month_6 | 0.017 | 0.047 | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.100 | 0.088 | 0.000 | 0.064 | 0.000 | 0.000 | 0.094 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Customer_ID | Age | Income | Credit_Score | Credit_Utilization | Missed_Payments | Delinquent_Account | Loan_Balance | Debt_to_Income_Ratio | Employment_Status | Account_Tenure | Credit_Card_Type | Location | Month_1 | Month_2 | Month_3 | Month_4 | Month_5 | Month_6 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CUST0001 | 56 | 165580.0 | 398.0 | 0.390502 | 3 | 0 | 16310.0 | 0.317396 | EMP | 18 | Student | Los Angeles | Late | Late | Missed | Late | Missed | Late |
| 1 | CUST0002 | 69 | 100999.0 | 493.0 | 0.312444 | 6 | 1 | 17401.0 | 0.196093 | Self-employed | 0 | Standard | Phoenix | Missed | Missed | Late | Missed | On-time | On-time |
| 2 | CUST0003 | 46 | 188416.0 | 500.0 | 0.359930 | 0 | 0 | 13761.0 | 0.301655 | Self-employed | 1 | Platinum | Chicago | Missed | Late | Late | On-time | Missed | Late |
| 3 | CUST0004 | 32 | 101672.0 | 413.0 | 0.371400 | 3 | 0 | 88778.0 | 0.264794 | Unemployed | 15 | Platinum | Phoenix | Late | Missed | Late | Missed | Late | Late |
| 4 | CUST0005 | 60 | 38524.0 | 487.0 | 0.234716 | 2 | 0 | 13316.0 | 0.510583 | Self-employed | 11 | Standard | Phoenix | Missed | On-time | Missed | Late | Late | Late |
| 5 | CUST0006 | 25 | 84042.0 | 700.0 | 0.650540 | 6 | 0 | 48361.0 | 0.260688 | Unemployed | 7 | Gold | New York | On-time | Late | Missed | Missed | Missed | Late |
| 6 | CUST0007 | 38 | 35056.0 | 354.0 | 0.390581 | 3 | 0 | 4638.0 | 0.484265 | employed | 17 | Platinum | New York | On-time | Missed | Missed | Late | Missed | Late |
| 7 | CUST0008 | 56 | 123215.0 | 415.0 | 0.532715 | 5 | 0 | 55776.0 | 0.358695 | EMP | 1 | Student | New York | On-time | On-time | On-time | Late | Missed | Late |
| 8 | CUST0009 | 36 | 66991.0 | 405.0 | 0.413035 | 5 | 1 | NaN | 0.219854 | Employed | 12 | Student | Phoenix | On-time | On-time | On-time | Missed | Late | On-time |
| 9 | CUST0010 | 40 | 34870.0 | 679.0 | 0.361824 | 4 | 0 | 93922.0 | 0.333081 | EMP | 5 | Business | Los Angeles | On-time | Missed | Missed | On-time | Missed | Missed |
| Customer_ID | Age | Income | Credit_Score | Credit_Utilization | Missed_Payments | Delinquent_Account | Loan_Balance | Debt_to_Income_Ratio | Employment_Status | Account_Tenure | Credit_Card_Type | Location | Month_1 | Month_2 | Month_3 | Month_4 | Month_5 | Month_6 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | CUST0491 | 66 | 54954.0 | 825.0 | 0.761516 | 2 | 0 | 77743.0 | 0.378082 | Self-employed | 16 | Platinum | Chicago | Late | Missed | On-time | On-time | Missed | On-time |
| 491 | CUST0492 | 69 | 177993.0 | 818.0 | 0.424544 | 0 | 0 | 32630.0 | 0.237540 | employed | 17 | Standard | New York | Missed | Missed | Missed | Late | Late | On-time |
| 492 | CUST0493 | 59 | 191517.0 | 813.0 | 0.424470 | 5 | 0 | 23047.0 | 0.311788 | Unemployed | 2 | Platinum | Phoenix | Missed | Missed | Late | Late | On-time | Late |
| 493 | CUST0494 | 23 | 168487.0 | 306.0 | 0.496720 | 6 | 0 | 5539.0 | 0.282865 | Unemployed | 1 | Standard | Chicago | Missed | On-time | On-time | On-time | Missed | On-time |
| 494 | CUST0495 | 32 | NaN | 811.0 | 0.418875 | 6 | 1 | 16699.0 | 0.412470 | Employed | 0 | Business | Chicago | Late | Late | Late | On-time | On-time | On-time |
| 495 | CUST0496 | 71 | 48307.0 | 688.0 | 0.486522 | 2 | 0 | 12707.0 | 0.373033 | retired | 9 | Business | Phoenix | On-time | On-time | Missed | On-time | On-time | Late |
| 496 | CUST0497 | 60 | 86180.0 | 836.0 | 0.608174 | 2 | 1 | 45595.0 | 0.291943 | Unemployed | 18 | Student | Houston | On-time | On-time | Late | Late | Late | Missed |
| 497 | CUST0498 | 54 | 152326.0 | 847.0 | 0.676950 | 0 | 0 | 44449.0 | 0.104839 | Employed | 16 | Student | Phoenix | On-time | Late | Late | On-time | Late | Missed |
| 498 | CUST0499 | 50 | 105852.0 | 343.0 | 0.700643 | 2 | 1 | 11155.0 | 0.236477 | Employed | 11 | Student | Phoenix | Late | On-time | Late | Missed | On-time | Missed |
| 499 | CUST0500 | 25 | 40945.0 | 442.0 | 0.911370 | 1 | 0 | 36968.0 | 0.370422 | Self-employed | 0 | Business | Houston | Missed | Late | Late | On-time | Late | On-time |